{"id":"W4396507341","doi":"10.1371/journal.pone.0302591","title":"From struggle to strength in African and Middle Eastern newcomers’ integration stories to Canada: A participatory health equity research study","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; McMaster University; Impact; University of Ottawa; Western University","funders":"Institut du savoir Montfort-Recherche","keywords":"Snowball sampling; Participatory action research; Community-based participatory research; Qualitative research; Sociology; Context (archaeology); Refugee; Mental health; Loneliness; Public relations; Psychology; Political science; Medicine; Social psychology; Social science; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009589464,0.001069739,0.001169086,0.002508799,0.05023363,0.008200299,0.003675445,0.002302002,0.004194927],"category_scores_gemma":[0.009479761,0.000836895,0.0006953975,0.003030299,0.01277919,0.002940908,0.01255172,0.004519698,0.0002532699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06326029,"about_ca_system_score_gemma":0.1040714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8923554,"about_ca_topic_score_gemma":0.9562375,"domain_scores_codex":[0.9935392,0.002454128,0.0001471945,0.0005878353,0.0006642292,0.002607405],"domain_scores_gemma":[0.9899951,0.002951209,0.0005275443,0.0003720915,0.001820635,0.004333341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003406933,0.00007334082,0.003356274,0.00006240707,0.00000478573,0.0008826603,0.9907895,0.00001569965,0.000229221,0.0003817107,0.0008302169,0.003339996],"study_design_scores_gemma":[0.000005120068,0.00002944103,0.00215913,0.00009054417,0.000006188863,0.00007449878,0.9903562,0.00002625344,0.00006460812,0.00006751941,0.007109524,0.00001101998],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884431,0.0009217796,0.0003674178,0.003309859,0.00009837193,0.0006017842,0.0002021414,0.00001482442,0.006040611],"genre_scores_gemma":[0.9889963,0.001400129,0.000889704,0.002140374,0.00004100051,0.000661421,0.0001484768,0.00003318236,0.00568944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1076446,"threshold_uncertainty_score":0.4589877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4193351523511839,"score_gpt":0.4553043593300957,"score_spread":0.03596920697891182,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}